Country and Gender-Specific Achievement of Healthy Nutrition and Physical Activity Guidelines: Latent Class Analysis of 6266 University Students in Egypt, Libya, and Palestine
Abstract
:1. Introduction
2. Materials and Methods
2.1. Ethics, Study Design, Sample and Procedures
2.2. Research Instruments and Data Collection
2.3. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Acknowledgments
Author Contributions
Conflicts of Interest
References
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Egypt | Libya | Palestine | p * | ||||
---|---|---|---|---|---|---|---|
N | % | N | % | N | % | ||
Sex | |||||||
Female | 1543 | 52.63 | 861 | 66.23 | 743 | 58.64 | <0.0001 |
Male | 1362 | 47.37 | 439 | 33.77 | 524 | 41.36 | |
Age group (years) | |||||||
16–18 | 1247 | 43.86 | 139 | 10.69 | 154 | 12.23 | <0.0001 |
19–21 | 1485 | 52.23 | 752 | 57.85 | 778 | 61.80 | |
22–30 | 111 | 3.90 | 409 | 31.46 | 327 | 25.97 | |
BMI (kg/m2) | |||||||
Below normal (≤18) | 114 | 4.05 | 62 | 5.82 | 69 | 6.12 | 0.003 |
Normal (18–25) | 1888 | 67.02 | 707 | 66.32 | 783 | 69.41 | |
Overweight (>25) | 815 | 28.93 | 297 | 27.86 | 276 | 24.47 | |
Economic situation | |||||||
Always/mostly sufficient | 2181 | 75.86 | 948 | 72.92 | 769 | 60.69 | <0.0001 |
Always/mostly insufficient | 694 | 24.14 | 352 | 27.08 | 498 | 39.31 |
Egypt | Libya | Palestine | p * | |||||
---|---|---|---|---|---|---|---|---|
Female | Male | Female | Male | Female | Male | Female | Male | |
N | 1513 | 1362 | 861 | 439 | 743 | 524 | ||
% of students eating daily | ||||||||
Unhealthy nutrition | ||||||||
Sweets | 37.67 | 51.84 | 18.47 | 30.98 | 14.80 | 16.79 | <0.0001 | <0.0001 |
Cake/cookies | 39.19 | 51.03 | 49.83 | 57.86 | 22.61 | 19.66 | <0.0001 | <0.0001 |
Snacks | 26.97 | 41.92 | 16.96 | 25.97 | 16.55 | 20.23 | <0.0001 | <0.0001 |
Fast food, canned food | 48.91 | 33.26 | 53.54 | 53.30 | 46.30 | 41.03 | 0.02 | <0.0001 |
Lemonade, soft drinks | 43.42 | 42.80 | 17.89 | 23.23 | 34.32 | 25.19 | <0.0001 | <0.0001 |
Healthy nutrition | ||||||||
Fresh fruits | 29.35 | 33.48 | 31.24 | 31.66 | 22.88 | 19.27 | 0.0005 | <0.0001 |
Salad, raw vegetables | 47.52 | 32.89 | 34.84 | 38.27 | 22.61 | 23.09 | <0.0001 | <0.0001 |
Cooked vegetables | 17.38 | 20.93 | 43.21 | 50.57 | 34.86 | 29.77 | <0.0001 | <0.0001 |
Other nutritional aspects | ||||||||
Meat | 13.62 | 20.04 | 19.40 | 17.54 | 29.48 | 20.80 | <0.0001 | 0.41 |
Fish, sea food | 67.94 | 66.23 | 72.24 | 66.74 | 55.05 | 47.14 | <0.0001 | <0.0001 |
Milk, milk products | 57.51 | 52.86 | 21.02 | 25.74 | 47.69 | 41.20 | <0.0001 | <0.0001 |
Cereals, their products | 14.58 | 12.64 | 19.28 | 15.03 | 19.03 | 14.94 | 0.003 | 0.27 |
Egypt | Libya | Palestine | p * | ||||
---|---|---|---|---|---|---|---|
N | % | N | % | N | % | ||
Female | |||||||
Physical activity | |||||||
Vigorous PA £ | 279 | 18.44 | 131 | 15.21 | 130 | 17.50 | 0.14 |
Moderate PA $ | 446 | 29.48 | 50 | 5.81 | 104 | 14.00 | <0.0001 |
Vigorous or moderate PA # | 596 | 39.39 | 154 | 17.89 | 195 | 26.24 | <0.0001 |
Healthy nutrition | |||||||
≥4 recommendations ¶ | 122 | 8.06 | 98 | 11.38 | 83 | 11.17 | 0.01 |
High fruit & vegetables consumption ** | 270 | 17.85 | 206 | 23.93 | 98 | 13.19 | <0.0001 |
Male | |||||||
Physical activity | |||||||
Vigorous PA £ | 420 | 30.84 | 166 | 37.81 | 194 | 37.02 | 0.004 |
Moderate PA $ | 415 | 30.47 | 80 | 18.22 | 104 | 19.85 | <0.0001 |
Vigorous or moderate PA # | 646 | 47.43 | 184 | 41.91 | 212 | 40.46 | 0.01 |
Healthy nutrition | |||||||
≥4 recommendations ¶ | 67 | 4.92 | 53 | 12.07 | 72 | 13.74 | <0.0001 |
High fruit & vegetable consumption ** | 207 | 15.20 | 111 | 25.28 | 65 | 12.40 | <0.0001 |
Number of Latent Classes | ||||||
---|---|---|---|---|---|---|
N | 2 | 3 | 4 | 5 | ||
Egypt | BIC | 2875 | 259.97 | 230.09 | 305.78 | 384.51 |
AIC | 2875 | 152.62 | 63.10 | 79.16 | 98.24 | |
Libya | BIC | 1300 | 210.53 | 208.18 | 275.25 | 344.87 |
AIC | 1300 | 117.46 | 63.41 | 78.79 | 96.70 | |
Gaza | BIC | 1267 | 281.19 | 213.28 | 272.44 | 343.80 |
AIC | 1267 | 188.59 | 69.23 | 76.96 | 96.87 | |
Overall | BIC | 5442 | 370.29 | 262.16 | 338.08 | 412.99 |
AIC | 5442 | 251.45 | 77.24 | 87.21 | 96.10 |
Egypt | Libya | Palestine | |||||||
---|---|---|---|---|---|---|---|---|---|
Latent class | |||||||||
Healthy Eaters | Physically Active | Low Healthy Behaviour | Healthy Eaters | Physically Active | Low Healthy Behaviour | Healthy Eaters | Physically Active | Low Healthy Behaviour | |
Female (% in each latent class *) | 10.9 | 41.3 | 47.8 | 16.6 | 9.1 | 74.3 | 3.5 | 34.3 | 62.2 |
Healthy diet | 0.71 | 0.00 | 0.00 | 0.47 | 0.12 | 0.03 | 0.34 | 0.04 | 0.14 |
Fruit consumption | 0.56 | 0.09 | 0.16 | 0.68 | 0.23 | 0.14 | 0.67 | 0.01 | 0.17 |
Moderate PA | 0.33 | 0.49 | 0.12 | 0.05 | 0.43 | 0.01 | 0.74 | 0.32 | 0.00 |
Vigorous PA | 0.21 | 0.37 | 0.01 | 0.02 | 0.75 | 0.11 | 0.36 | 0.37 | 0.06 |
Male (% in each latent class *) | 17.6 | 20.7 | 61.7 | 22.2 | 29.4 | 48.4 | 33.1 | 30.5 | 36.4 |
Healthy diet | 0.21 | 0.05 | 0.00 | 0.30 | 0.14 | 0.03 | 0.29 | 0.12 | 0.00 |
Fruit consumption | 0.68 | 0.08 | 0.02 | 0.85 | 0.19 | 0.01 | 0.31 | 0.07 | 0.00 |
Moderate PA | 0.20 | 0.58 | 0.24 | 0.01 | 0.57 | 0.02 | 0.01 | 0.53 | 0.09 |
Vigorous PA | 0.14 | 0.93 | 0.15 | 0.04 | 0.81 | 0.26 | 0.05 | 0.97 | 0.15 |
Three Countries Together | |||
---|---|---|---|
Latent class | |||
Healthy Eaters | Physically Active | Low Healthy Behaviour | |
Female (% in each latent class *) | 7.7 | 21.7 | 70.6 |
Healthy diet | 0.48 | 0.05 | 0.07 |
Fruit consumption | 0.98 | 0.10 | 0.12 |
Moderate PA | 0.20 | 0.86 | 0.00 |
Vigorous PA | 0.12 | 0.33 | 0.13 |
Male (% in each latent class *) | 10.8 | 25.8 | 63.4 |
Healthy diet | 0.30 | 0.05 | 0.06 |
Fruit consumption | 0.98 | 0.09 | 0.05 |
Moderate PA | 0.10 | 0.94 | 0.00 |
Vigorous PA | 0.13 | 0.58 | 0.27 |
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El Ansari, W.; Berg-Beckhoff, G. Country and Gender-Specific Achievement of Healthy Nutrition and Physical Activity Guidelines: Latent Class Analysis of 6266 University Students in Egypt, Libya, and Palestine. Nutrients 2017, 9, 738. https://doi.org/10.3390/nu9070738
El Ansari W, Berg-Beckhoff G. Country and Gender-Specific Achievement of Healthy Nutrition and Physical Activity Guidelines: Latent Class Analysis of 6266 University Students in Egypt, Libya, and Palestine. Nutrients. 2017; 9(7):738. https://doi.org/10.3390/nu9070738
Chicago/Turabian StyleEl Ansari, Walid, and Gabriele Berg-Beckhoff. 2017. "Country and Gender-Specific Achievement of Healthy Nutrition and Physical Activity Guidelines: Latent Class Analysis of 6266 University Students in Egypt, Libya, and Palestine" Nutrients 9, no. 7: 738. https://doi.org/10.3390/nu9070738
APA StyleEl Ansari, W., & Berg-Beckhoff, G. (2017). Country and Gender-Specific Achievement of Healthy Nutrition and Physical Activity Guidelines: Latent Class Analysis of 6266 University Students in Egypt, Libya, and Palestine. Nutrients, 9(7), 738. https://doi.org/10.3390/nu9070738